OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark openvino.

Project Site

openvino.ai

Source Repository

github.com

Test Created

7 October 2020

Last Updated

29 October 2023

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

22 Minutes, 12 Seconds

Average Run Time

4 Minutes, 26 Seconds

Test Dependencies

Python + C/C++ Compiler Toolchain + CMake

Accolades

300k+ Downloads

Supported Platforms

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 27 November 2023.

Revision History

pts/openvino-1.4.0 [View Source] Sun, 29 Oct 2023 14:20:45 GMT
Update against OpenVINO 2023.2.dev to allow building on Ubuntu 23.10.

pts/openvino-1.3.0 [View Source] Fri, 29 Sep 2023 10:07:22 GMT
Update against OpenVINO 2023.1 upstream.

pts/openvino-1.2.0 [View Source] Wed, 21 Dec 2022 18:32:34 GMT
Update against OpenVINO 2022.3 upstream.

pts/openvino-1.1.0 [View Source] Wed, 31 Aug 2022 15:43:22 GMT
Update against OpenVINO upstream to fix build on newer distros.

pts/openvino-1.0.4 [View Source] Thu, 19 Nov 2020 13:48:10 GMT
Fix for running OpenVINO on AArch64.

pts/openvino-1.0.3 [View Source] Thu, 08 Oct 2020 18:19:27 GMT
Expose Intel GPU option that works on Intel GPU setups having their GPU compute stack installed at OpenVINO build time.

pts/openvino-1.0.2 [View Source] Wed, 07 Oct 2020 20:43:13 GMT
Add python2 as a system dependency - still needed for OpenVINO, yuck.

pts/openvino-1.0.1 [View Source] Wed, 07 Oct 2020 18:36:20 GMT
Ensure OpenCV gets included as a system dependency.

pts/openvino-1.0.0 [View Source] Wed, 07 Oct 2020 16:55:46 GMT
Initial commit of OpenVINO benchmark.

Suites Using This Test

Multi-Core

Machine Learning

Intel oneAPI

HPC - High Performance Computing

Creator Workloads

Performance Metrics

Analyze Test Configuration:

OpenVINO 2023.2.dev

Model: Person Detection FP16 - Device: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 221 public results since 29 October 2023 with the latest data as of 3 December 2023.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component

Percentile Rank

# Compatible Public Results

FPS (Average)

2 x AMD EPYC 9684X 96-Core

100th

1021 ^{+/- 57}

2 x AMD EPYC 9654 96-Core

94th

836 ^{+/- 62}

2 x AMD EPYC 9754 128-Core

92nd

768 ^{+/- 11}

2 x AMD EPYC 9554 64-Core

91st

668

2 x Intel Xeon Platinum 8490H

87th

638 ^{+/- 1}

AMD EPYC 9684X 96-Core

84th

477

2 x Intel Xeon Max 9480

82nd

474 ^{+/- 14}

AMD Ryzen Threadripper PRO 7995WX 96-Cores

79th

353 ^{+/- 10}

AMD EPYC 9554 64-Core

76th

340

Mid-Tier

75th

< 340

Intel Xeon Max 9468

72nd

339

AMD EPYC 9654 96-Core

71st

322

Intel Xeon Platinum 8490H

69th

290

Intel Xeon Max 9480

66th

280 ^{+/- 2}

AMD EPYC 9754 128-Core

63rd

258

AMD EPYC 8534P 64-Core

60th

210 ^{+/- 1}

AMD EPYC 9334 32-Core

57th

193 ^{+/- 2}

Median

50th

AMD Ryzen 9 7950X3D 16-Core

49th

AMD Ryzen 9 7950X 16-Core

49th

94 ^{+/- 1}

AMD Ryzen Threadripper 3990X 64-Core

44th

AMD Ryzen Threadripper PRO 5965WX 24-Cores

42nd

70 ^{+/- 1}

Intel Core i9-14900K

38th

55 ^{+/- 1}

AMD EPYC 7551 32-Core

36th

Intel Core i5-14600K

35th

AMD Ryzen Z1 Extreme

32nd

AMD Ryzen 7 7840U

30th

35 ^{+/- 2}

Intel Core i9-10980XE

27th

Low-Tier

25th

< 26

AMD EPYC 7F32 8-Core

25th

Intel Xeon Silver 4216

22nd

AMD Ryzen 9 3900XT 12-Core

22nd

Intel Core i7-1280P

20th

AMD Ryzen 7 PRO 6850U

18th

AMD Ryzen 9 5900HX

16th

AMD Ryzen 7 PRO 5850U

14th

12th

10th

7th

6th

3rd

Based on OpenBenchmarking.org data, the selected test / test configuration (OpenVINO 2023.2.dev - Model: Person Detection FP16 - Device: CPU) has an average run-time of 7 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

Notable Instruction Set Usage

Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.

Instruction Set

Support

Instructions Detected

SSE2 (SSE2)

Used by default on supported hardware.

MOVDQA PUNPCKLQDQ CVTSI2SD MULSD MOVDQU MOVAPD DIVSD MOVUPD ADDSD SUBSD COMISD MOVD ANDPD UCOMISD MOVMSKPD XORPD PADDQ PSRLDQ SHUFPD UNPCKHPD CVTTSD2SI PSHUFD PSHUFLW UNPCKLPD CVTDQ2PS CVTDQ2PD CVTSD2SS CVTPD2PS CVTTPD2DQ CMPLEPD SUBPD PSUBQ CVTSS2SD ANDNPD CMPNLESD ORPD CMPLTPD ADDPD CVTPS2PD CVTTPS2DQ MAXSD DIVPD MOVHPD PMULUDQ CMPNEQPD SQRTSD PUNPCKHQDQ MINSD

SSSE3 (SSSE3)

Used by default on supported hardware.

PSHUFB

Advanced Vector Extensions (AVX)

Requires passing a supported compiler/build flag (verified with targets: sandybridge, skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3).
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

VZEROUPPER VEXTRACTF128 VINSERTF128 VPERMILPD VBROADCASTSS VBROADCASTSD VPERM2F128 VPERMILPS

Advanced Vector Extensions 2 (AVX2)

Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

VINSERTI128 VPBROADCASTW VPBROADCASTD VPBROADCASTQ VPERMQ VEXTRACTI128 VPERM2I128 VPBROADCASTB VPGATHERQQ VPGATHERDQ VPMASKMOVD VPMASKMOVQ VPSRLVQ VPERMD

FMA (FMA)

VFMADD132SD VFMADD213SS VFMADD132SS VFMADD231SD VFMADD231SS VFNMADD132SD VFMADD213SD VFMSUB132SD VFMADD213PS VFMADD132PS VFNMADD132SS VFNMADD231SS VFMSUB231SS VFMSUB231SD VFMSUB132SS VFMADD132PD

Advanced Vector Extensions 512 (AVX512)

Requires passing a supported compiler/build flag (verified with targets: cascadelake, sapphirerapids).

(ZMM REGISTER USE)

The test / benchmark does honor compiler flag changes.

Last automated analysis: 1 October 2023

This test profile binary relies on the shared libraries libOpenCL.so.1, libopenvino.so.2310, libm.so.6, libc.so.6, libz.so.1, libtbb.so.2, libtbb.so.12, libjpeg.so.8, libwebp.so.7, libpng16.so.16, libgdcmMSFF.so.3.0, libtiff.so.5, libopenjp2.so.7, libgdal.so.30, libgdcmDSED.so.3.0, libgdcmDICT.so.3.0, libgdcmjpeg8.so.3.0, libgdcmjpeg12.so.3.0, libgdcmjpeg16.so.3.0, libcharls.so.2, libuuid.so.1, libjson-c.so.5, libgdcmIOD.so.3.0, libgdcmCommon.so.3.0, libzstd.so.1, liblzma.so.5, libjbig.so.0, libdeflate.so.0, libheif.so.1, libarmadillo.so.10, libpoppler.so.118, libfreexl.so.1, libodbc.so.2, libodbcinst.so.2, libkmlbase.so.1, libkmldom.so.1, libkmlengine.so.1, libexpat.so.1, libxerces-c-3.2.so, libnetcdf.so.19, libmfhdfalt.so.0, libdfalt.so.0, libogdi.so.4.1, libgif.so.7, libgeotiff.so.5, libcfitsio.so.9, libpq.so.5, liblz4.so.1, libblosc.so.1, libproj.so.22, libsqlite3.so.0, libspatialite.so.7, libpcre2-8.so.0, libcurl.so.4, libfyba.so.0, libxml2.so.2, libmysqlclient.so.21, libcrypto.so.3, libaom.so.3, libde265.so.0, libx265.so.199, libdav1d.so.5, libblas.so.3, liblapack.so.3, libarpack.so.2, libsuperlu.so.5, libfreetype.so.6, libfontconfig.so.1, liblcms2.so.2, libnss3.so, libsmime3.so, libplc4.so, libnspr4.so, libgeos.so.3.10.2, libltdl.so.7, libminizip.so.1, liburiparser.so.1, libcurl-gnutls.so.4, libicuuc.so.70, libsz.so.2, libtirpc.so.3, libdl.so.2, libbz2.so.1.0, libssl.so.3, libldap-2.5.so.0, libsnappy.so.1, librttopo.so.1, libnghttp2.so.14, libidn2.so.0, librtmp.so.1, libssh.so.4, libpsl.so.5, liblber-2.5.so.0, libbrotlidec.so.1, libfyut.so.0, libfygm.so.0, libresolv.so.2, libpthread.so.0, libnuma.so.1, libopenblas.so.0, libgfortran.so.5, libnssutil3.so, libplds4.so, libnettle.so.8, libgnutls.so.30, libicudata.so.70, libaec.so.0, libkrb5.so.3, libk5crypto.so.3, libkrb5support.so.0, libsasl2.so.2, libunistring.so.2, libhogweed.so.6, libgmp.so.10, libbrotlicommon.so.1, libquadmath.so.0, libp11-kit.so.0, libtasn1.so.6, libkeyutils.so.1, libffi.so.8.

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

CPU Architecture

Kernel Identifier

Verified On

Intel / AMD x86 64-bit

x86_64

(Many Processors)

h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
7950x3d 4 Systems - 177 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASRockRack B650D4U-2L2T/BCM - AMD Device 14d8 Ubuntu 22.04 - 6.6.0-rc4-phx-amd-pref-core - GNOME Shell 42.9
Arctic Freezer 4U-M Heatsink - AMD EPYC Siena Benchmarks 4 Systems - 350 Benchmark Results	AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0
epyc extra 10 Systems - 143 Benchmark Results	2 x AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0
AMD Ryzen 9 7950X vs. Threadripper 7970X + 7980X On Linux 4 Systems - 415 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
Google Cloud 8 vCPU 4 Systems - 106 Benchmark Results	AMD EPYC 9B14 - Google Compute Engine c3d-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
Google Cloud 8 vCPU 4 Systems - 106 Benchmark Results	AMD EPYC 7B12 - Google Compute Engine n2d-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
Google Cloud 8 vCPU 4 Systems - 106 Benchmark Results	AMD EPYC 7B13 - Google Compute Engine c2d-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
Google Cloud 8 vCPU 3 Systems - 106 Benchmark Results	Intel Xeon Platinum 8481C - Google Compute Engine c3-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
Noctua SP6 Heatsinks AMD EPYC Siena Benchmarks 3 Systems - 513 Benchmark Results	AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0
Google Cloud 8 vCPU 2 Systems - 106 Benchmark Results	Intel Xeon Platinum 8481C - Google Compute Engine c3-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
AMD Ryzen 7 7800X3D ECC@5200 2 Systems - 339 Benchmark Results	AMD Ryzen 7 7800X3D 8-Core - ASUS ProArt B650-CREATOR - AMD Device 14d8 Debian 12 - 6.5.0-0.deb12.1-amd64 - Xfce 4.18
Google Cloud 8 vCPU 1 System - 106 Benchmark Results	Intel Xeon Platinum 8481C - Google Compute Engine c3-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
openvino140-amx-avx 3 Systems - 93 Benchmark Results	Intel Xeon w9-3495X - ASUS Pro WS W790E-SAGE SE - Intel Device 7aa7 Ubuntu 22.04 - 6.3.0-060300-generic - GNOME Shell 42.9
tgls Featured Kernel Comparison	5.19.0-46-generic - 6.2.0-36-generic

new halloween 5 Systems - 43 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.6.0-060600rc5-generic - GNOME Shell 45.0
silver 2 Systems - 93 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
6850u tests 2 Systems - 84 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD 17h-19h PCIe Root Complex Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0
new tests Featured Processor Comparison	Intel Core i5-14600K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
openvino qmc 2 Systems - 42 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.10 - 6.5.0-10-generic - GNOME Shell 45.0
qmc 59 Featured Graphics Comparison	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0
extra tests 3 4 Systems - 134 Benchmark Results	AMD EPYC 9334 32-Core - Supermicro H13SSW - 12 x 64 GB DDR5-4800MT AlmaLinux 9.2 - 5.14.0-284.25.1.el9_2.x86_64 - GCC 11.3.1 20221121
epyc sat 2 Systems - 93 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server
openvino-xeon-max 2 Systems - 36 Benchmark Results	Intel Xeon Max 9480 - ASRockRack SPC741D8-2L2T/BCM - Intel Device 1bce Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0
qmc frame 2 Systems - 42 Benchmark Results	AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0
qmc vino 3 Systems - 42 Benchmark Results	AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 12 - 6.1.0-10-amd64 - GCC 12.2.0
4500u nov 2 Systems - 202 Benchmark Results
new-sat 14 Systems - 159 Benchmark Results	2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0
Google Cloud 8 vCPU 3 Systems - 106 Benchmark Results	Intel Xeon Platinum 8481C - Google Compute Engine c3-standard-8 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1018-gcp - 1.3.238
6850u tests 2 Systems - 84 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD 17h-19h PCIe Root Complex Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0